mathematical reasoning

355 papers

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Also known as

MWP

Co-occurring keywords

large language model (12755) chain-of-thought reasoning (469) benchmark evaluation (1539) reinforcement learning (4122) language model (4573) chain of thought (274) math word problem (103) multimodal learning (4622) chain-of-thought prompting (306) question answering (2904)

Papers

To Code or not to Code? Adaptive Tool Integration for Math Language Models via Expectation-Maximization ACL 2025

LiteSearch: Efficient Tree Search with Dynamic Exploration Budget for Math Reasoning AAAI 2025

What Are Step-Level Reward Models Rewarding? Counterintuitive Findings from MCTS-Boosted Mathematical Reasoning AAAI 2025

BackMATH: Towards Backward Reasoning for Solving Math Problems Step by Step COLING 2025

Task-Aware Evaluation and Error-Overlap Analysis for Large Language Models AACL 2025

IrokoBench: A New Benchmark for African Languages in the Age of Large Language Models NAACL 2025

LLMs Are Not Intelligent Thinkers: Introducing Mathematical Topic Tree Benchmark for Comprehensive Evaluation of LLMs NAACL 2025

LLM The Genius Paradox: A Linguistic and Math Expert’s Struggle with Simple Word-based Counting Problems NAACL 2025

Disentangling Mathematical Reasoning in LLMs: A Methodological Investigation of Internal Mechanisms EMNLP 2025

An Efficient and Precise Training Data Construction Framework for Process-supervised Reward Model in Mathematical Reasoning ACL 2025

Unleashing the Reasoning Potential of LLMs by Critique Fine-Tuning on One Problem EMNLP 2025

FANS: Formal Answer Selection for LLM Natural Language Math Reasoning Using Lean4 EMNLP 2025

Error Classification of Large Language Models on Math Word Problems: A Dynamically Adaptive Framework EMNLP 2025

SLIM: Subtrajectory-Level Elimination for More Effective Reasoning EMNLP 2025

FG-PRM: Fine-grained Hallucination Detection and Mitigation in Language Model Mathematical Reasoning EMNLP 2025

MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning Transfer EMNLP 2025

UTMath: A Benchmark for Math Evaluation with Unit Test EMNLP 2025

SalaMAnder: Shapley-based Mathematical Expression Attribution and Metric for Chain-of-Thought Reasoning EMNLP 2025

Error Typing for Smarter Rewards: Improving Process Reward Models with Error-Aware Hierarchical Supervision EMNLP 2025

GRAD: Generative Retrieval-Aligned Demonstration Sampler for Efficient Few-Shot Reasoning EMNLP 2025

MultiLingPoT: Boosting Mathematical Reasoning in LLMs through Multilingual Program Integration EMNLP 2025

Retrieval-Augmented Language Models are Mimetic Theorem Provers EMNLP 2025

Think Clearly: Improving Reasoning via Redundant Token Pruning EMNLP 2025

Temporal Consistency for LLM Reasoning Process Error Identification EMNLP 2025

CogAtom: From Cognitive Atoms to Olympiad-level Mathematical Reasoning in Large Language Models EMNLP 2025